What in missing in nondestructive testing (NDT) capability evaluation is what is missing in many engineering evaluations of risk—insufficient understanding of the statistical premises governing their calculation. Apparently, it is easy to forget that clever reasoning, however valid, cannot rescue a faulty premise. And if NDT practitioners do not even know what that premise is, they are in trouble at the outset. It is the authors’ objective here to begin to remedy that.